{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7d3f859c-cb77-4350-8180-6e6c105a9bad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from skimage.restoration import denoise_wavelet\n",
    "from skimage.io import imread\n",
    "from skimage.metrics import peak_signal_noise_ratio as compare_psnr\n",
    "\n",
    "# 读取含有噪音的图像\n",
    "# 使用 io.imread 读取图像文件 \"cat_noisy.jpg\"，as_gray 参数设置为 True 表示以灰度图形式读取\n",
    "noisy_img = imread(\"img/cat_noisy.jpg\", as_gray=True)\n",
    "noise_Free= imread(\"img/cat.png\", as_gray=True)\n",
    "\n",
    "#利用for循环获取PSNR值列表并获得最大峰值信噪比的值，及其对应的sigma的值\n",
    "Sugma1=np.linspace(0,1,200)\n",
    "Sugma1[0]=0.005\n",
    "psnr1=[]\n",
    "for i in Sugma1:\n",
    "    img = denoise_wavelet(noisy_img,sigma=i)\n",
    "    psnr=compare_psnr(noise_Free,img,data_range=None)\n",
    "    psnr1.append(psnr)\n",
    "psnr_max=np.max(psnr1)\n",
    "psnr_max_index=psnr1.index(psnr_max)\n",
    "sigma_best=Sugma1[psnr_max_index].round(2)\n",
    "psnr_max=np.round(psnr_max,2)#保留小数点后两位\n",
    "\n",
    "# 利用小波去噪\n",
    "# 使用 denoise_wavelet 方法对含有噪音的图像 noisy_img 进行小波去噪\n",
    "wavelet_img = denoise_wavelet(noisy_img,sigma=sigma_best)\n",
    "\n",
    "# 使用 matplotlib 绘图\n",
    "# 创建 1 行 2 列的子图，figsize 设置图像的尺寸\n",
    "fg, ax = plt.subplots(1, 4, figsize=(20, 3))\n",
    "\n",
    "# 在第一个子图中展示原始的无噪音图像\n",
    "ax[0].imshow(noise_Free, cmap='gray')\n",
    "ax[0].set_title('noise_Free')  # 设置子图标题\n",
    "\n",
    "# 在第2个子图中展示原始的噪音图像\n",
    "ax[1].imshow(noisy_img, cmap='gray')\n",
    "ax[1].set_title('Noisy Image')  # 设置子图标题\n",
    "\n",
    "# 在第3个子图中展示小波去噪后的结果\n",
    "ax[2].imshow(wavelet_img, cmap='gray')\n",
    "ax[2].set_title(f\"Wavelet Denoised (Best Sigma:{sigma_best},PSNR:{psnr_max})\")  # 设置子图标题\n",
    "\n",
    "#在第四个子图中展示PSNR与Sigma的曲线图\n",
    "ax[3].plot(Sugma1,psnr1)\n",
    "ax[3].set_title('PSNR VS Sigma')\n",
    "ax[3].annotate(f'({sigma_best},{psnr_max})',xy=(sigma_best,psnr_max),xytext=(sigma_best+0.2,psnr_max+0.05),color=\"r\",\n",
    "               arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3\", color=\"r\"))#在图像上对指定点进行文本注释\n",
    "\n",
    "# 显示图像 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21c84132-4078-40cb-9922-0f779323d191",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(f\"dtype: {noisy_img.dtype}\")\n",
    "print(f\"min: {np.min(noisy_img)}\")\n",
    "print(f\"max: {np.max(noisy_img)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "aa620a35-c229-4521-922f-41b295028a48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "85cef95f81a74c50a8f5dc95dc6333f0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='img_list', options=(('MRI', ('img/MRI_clean.tif', 'img/MRI_noisy.t…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.optimize_denoise(img_list)>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from skimage import io,img_as_float\n",
    "import ipywidgets\n",
    "from skimage.metrics import peak_signal_noise_ratio as compare_psnr\n",
    "from skimage.restoration import (denoise_tv_chambolle, denoise_bilateral, denoise_wavelet, denoise_nl_means)\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "\n",
    "\n",
    "def fft2_denoise(im):\n",
    "    # TODO 完成fft2去噪算法，实现输入为原图，输出为去噪后的图像\n",
    "    h, w = im.shape\n",
    "    # 2. 获得平移的傅里叶系数\n",
    "    fCoef = np.fft.fftshift(np.fft.fft2(im))\n",
    "\n",
    "    # 3. 获得振幅谱\n",
    "    amp_im_fft = np.log(np.abs(fCoef))\n",
    "\n",
    "    # 4. 生成一个高斯掩模\n",
    "    sigma = 0.4  # 开口大小\n",
    "    new_with = max(h, w)  # 2D高斯分布必须是正方形，所以选择最长边为高斯分布标准\n",
    "    xr = stats.zscore(np.arange(new_with))\n",
    "    [x, y] = np.meshgrid(xr, xr)  # 获取标准正态分布2D平面上的所有点的坐标\n",
    "    mask = np.exp(-(x**2 + y**2) / (2 * sigma**2))\n",
    "    # 因为生成的高斯分布存在于最长边构成的正方形中，所以最后需要把多余的部分截取\n",
    "    if h > w:\n",
    "        wmin = (h - w) // 2\n",
    "        wmax = wmin + w\n",
    "        mask = mask[:, wmin:wmax]\n",
    "    else:\n",
    "        hmin = (w - h) // 2\n",
    "        hmax = hmin + h\n",
    "        mask = mask[hmin:hmax, :]\n",
    "\n",
    "     # 5. 用掩模掩盖傅里叶系数\n",
    "    fCoef_masked = fCoef * mask\n",
    "\n",
    "    # 6. 通过逆傅里叶变换还原被“掩盖”后的傅里叶系数[傅里叶系数需要先逆平移]\n",
    "    im_denoised = np.fft.ifft2(np.fft.ifftshift(fCoef_masked)).real\n",
    "    return im_denoised\n",
    "\n",
    "def optimize_denoise(img_list):\n",
    "    # 以下虽然用了as_gray=True, 但是对于某些tif仍然无法转化为float\n",
    "    # 所以仍然要使用img_as_float\n",
    "    clean_img=img_as_float(io.imread(img_list[0],as_gray=True)) # 干净原图\n",
    "    noisy_img=img_as_float(io.imread(img_list[1],as_gray=True)) # 有噪音图像\n",
    "    #print(clean_img)\n",
    "    # TODO 完成此部分代码实现题目要求功能\n",
    "    # 2. 双边滤波去噪\n",
    "    bilateral_img = denoise_bilateral(noisy_img) \n",
    "    # 3. 全变分去噪\n",
    "    tv_img = denoise_tv_chambolle(noisy_img)\n",
    "\n",
    "    # 4. 小波去噪\n",
    "    wavelet_img = denoise_wavelet(noisy_img)\n",
    "\n",
    "    # 5. Skimage的非局部均值去噪\n",
    "    NLM_skimg_denoise_img = denoise_nl_means(noisy_img, patch_size=9, patch_distance=5)\n",
    "    \n",
    "    # 1. fft2 去噪\n",
    "    fft2_img = fft2_denoise(noisy_img)\n",
    "\n",
    "    #定义局部变量\n",
    "    bilateral_psnr=0\n",
    "    tv_psnr=0\n",
    "    wavelet_psnr=0\n",
    "    NLM_SK_denoise_psnr=0\n",
    "    fft2_psnr=0\n",
    "    #计算峰噪比\n",
    "    bilateral_psnr = compare_psnr(clean_img, bilateral_img)\n",
    "    tv_psnr = compare_psnr(clean_img, tv_img)\n",
    "    wavelet_psnr = compare_psnr(clean_img, wavelet_img)\n",
    "    NLM_SK_denoise_psnr = compare_psnr(clean_img, NLM_skimg_denoise_img)\n",
    "    fft2_psnr = compare_psnr(clean_img, fft2_img)\n",
    "    #print(bilateral_psnr)\n",
    "    print(f'bilateral PSNR:{bilateral_psnr}\\ntv PSNR:{tv_psnr}\\nwavelet PSNR:{wavelet_psnr}\\nNLM PSNR:{NLM_SK_denoise_psnr}\\nfft2 PSNR:{fft2_psnr}')\n",
    "\n",
    "    #创建数据并关联\n",
    "    X = ['bilateral_img','tv_img','wavelet_img','NLM_skimg_denoise_img','fft2_img']\n",
    "    Y = [bilateral_psnr,tv_psnr,wavelet_psnr,NLM_SK_denoise_psnr,fft2_psnr]\n",
    "    psnr_list = pd.Series(Y,index = X)\n",
    "    #print(psnr_list)\n",
    "    psnr_best = psnr_list.idxmax()\n",
    "    #print(img_best)\n",
    "    \n",
    "\n",
    "    fg,ax = plt.subplots(1,3,figsize=(18,6))\n",
    "    ax[0].imshow(clean_img,cmap='gray')\n",
    "    ax[0].set_title('clean_img')\n",
    "    ax[1].imshow(noisy_img,cmap='gray')\n",
    "    ax[1].set_title('noisy_img')\n",
    "    \n",
    "    if psnr_best == psnr_list.index[0]:\n",
    "        ax[2].imshow(bilateral_img,cmap='gray')\n",
    "        ax[2].set_title(f'bilateral:{psnr_list[0]}')\n",
    "    if psnr_best ==psnr_list.index[1]:\n",
    "        ax[2].imshow(tv_img,cmap='gray')\n",
    "        ax[2].set_title(f'tv:{psnr_list[1]}')\n",
    "    if psnr_best == psnr_list.index[2]:\n",
    "        ax[2].imshow(wavelet_img,cmap='gray')\n",
    "        ax[2].set_title(f'wavelet_img:{psnr_list[2]}')\n",
    "    if psnr_best == psnr_list.index[3]:\n",
    "        ax[2].imshow(NLM_skimg_denoise_img,cmap='gray')\n",
    "        ax[2].set_title(f'NLM:{psnr_list[3]}')\n",
    "    if psnr_best == psnr_list.index[4]:\n",
    "        ax[2].imshow(fft2_img,cmap='gray')\n",
    "        ax[2].set_title(f'fft2:{psnr_list[3]}')\n",
    "\n",
    "\n",
    "x = ipywidgets.Dropdown(\n",
    "    options=[('MRI', (\"img/MRI_clean.tif\",\"img/MRI_noisy.tif\")),\n",
    "             ('cat', (\"img/cat.png\",\"img/cat_noisy.jpg\")), \n",
    "             ('balloon', (\"img/balloon.jpg\",\"img/balloon_noisy.jpg\")), \n",
    "             ('einstein', (\"img/einstein.jpg\",\"img/einstein_noisy.jpg\")),\n",
    "             ]\n",
    "    )\n",
    "ipywidgets.interact(optimize_denoise, img_list=x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5b6b7dd-4d34-4919-9996-39b6b840d4fd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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